{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Dataflowr](https://raw.githubusercontent.com/dataflowr/website/master/_assets/dataflowr_logo.png)](https://dataflowr.github.io/website/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vjjWPrehQq2f"
   },
   "source": [
    "# Generative Adversarial Networks\n",
    "\n",
    "In this notebook, we play with the GAN described in the lesson on a double moon dataset.\n",
    "\n",
    "Then we implement a Conditional GAN and an InfoGAN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "11loN_KhQq2h"
   },
   "outputs": [],
   "source": [
    "# all of these libraries are used for plotting\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plot the dataset\n",
    "def plot_data(ax, X, Y, color = 'bone'):\n",
    "    plt.axis('off')\n",
    "    ax.scatter(X[:, 0], X[:, 1], s=1, c=Y, cmap=color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "BJaazazFQq2l"
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "X, y = make_moons(n_samples=2000, noise=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tuN8exxyQq2q"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_samples = X.shape[0]\n",
    "Y = np.ones(n_samples)\n",
    "fig, ax = plt.subplots(1, 1,facecolor='#4B6EA9')\n",
    "\n",
    "plot_data(ax, X, Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "a6v3mQfQQq2w"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using gpu: True \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "print('Using gpu: %s ' % torch.cuda.is_available())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "f_gXNJRMQq2z"
   },
   "source": [
    "# A simple GAN\n",
    "\n",
    "We start with the simple GAN described in the course."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7_IuhU4OQq20"
   },
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "\n",
    "z_dim = 32\n",
    "hidden_dim = 128\n",
    "\n",
    "net_G = nn.Sequential(nn.Linear(z_dim,hidden_dim),\n",
    "                     nn.ReLU(), nn.Linear(hidden_dim, 2))\n",
    "\n",
    "net_D = nn.Sequential(nn.Linear(2,hidden_dim),\n",
    "                     nn.ReLU(),\n",
    "                     nn.Linear(hidden_dim,1),\n",
    "                     nn.Sigmoid())\n",
    "\n",
    "net_G = net_G.to(device)\n",
    "net_D = net_D.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cV9S8Tw9Qq24"
   },
   "source": [
    "Training loop as described in the course, keeping the losses for the discriminator and the generator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "BOQnI3BkQq25"
   },
   "outputs": [],
   "source": [
    "batch_size = 50\n",
    "lr = 1e-4\n",
    "nb_epochs = 500\n",
    "\n",
    "optimizer_G = torch.optim.Adam(net_G.parameters(),lr=lr)\n",
    "optimizer_D = torch.optim.Adam(net_D.parameters(),lr=lr)\n",
    "\n",
    "loss_D_epoch = []\n",
    "loss_G_epoch = []\n",
    "for e in range(nb_epochs):\n",
    "    np.random.shuffle(X)\n",
    "    real_samples = torch.from_numpy(X).type(torch.FloatTensor)\n",
    "    loss_G = 0\n",
    "    loss_D = 0\n",
    "    for t, real_batch in enumerate(real_samples.split(batch_size)):\n",
    "            #improving D\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        fake_batch = net_G(z)\n",
    "        D_scores_on_real = net_D(real_batch.to(device))\n",
    "        D_scores_on_fake = net_D(fake_batch)\n",
    "            \n",
    "        loss = -torch.mean(torch.log(1-D_scores_on_fake) + torch.log(D_scores_on_real))\n",
    "        optimizer_D.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_D.step()\n",
    "        loss_D += loss.cpu().data.numpy()\n",
    "                    \n",
    "            # improving G\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        fake_batch = net_G(z)\n",
    "        D_scores_on_fake = net_D(fake_batch)\n",
    "            \n",
    "        loss = -torch.mean(torch.log(D_scores_on_fake))\n",
    "        optimizer_G.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_G.step()\n",
    "        loss_G += loss.cpu().data.numpy()\n",
    "           \n",
    "    loss_D_epoch.append(loss_D)\n",
    "    loss_G_epoch.append(loss_G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "y-n8FyUWQq28"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbaddc91520>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_D_epoch)\n",
    "plt.plot(loss_G_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Lry_pUAgQq3A"
   },
   "outputs": [],
   "source": [
    "z = torch.empty(n_samples,z_dim).normal_().to(device)\n",
    "fake_samples = net_G(z)\n",
    "fake_data = fake_samples.cpu().data.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "x91JLigbQq3D"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "all_data = np.concatenate((X,fake_data),axis=0)\n",
    "Y2 = np.concatenate((np.ones(n_samples),np.zeros(n_samples)))\n",
    "plot_data(ax, all_data, Y2)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "MAotTqPRQq3G"
   },
   "source": [
    "It looks like the GAN is oscillating. Try again with lr=1e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 50\n",
    "lr = 1e-3\n",
    "nb_epochs = 500\n",
    "\n",
    "optimizer_G = torch.optim.Adam(net_G.parameters(),lr=lr)\n",
    "optimizer_D = torch.optim.Adam(net_D.parameters(),lr=lr)\n",
    "\n",
    "loss_D_epoch = []\n",
    "loss_G_epoch = []\n",
    "for e in range(nb_epochs):\n",
    "    np.random.shuffle(X)\n",
    "    real_samples = torch.from_numpy(X).type(torch.FloatTensor)\n",
    "    loss_G = 0\n",
    "    loss_D = 0\n",
    "    for t, real_batch in enumerate(real_samples.split(batch_size)):\n",
    "            #improving D\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        fake_batch = net_G(z)\n",
    "        D_scores_on_real = net_D(real_batch.to(device))\n",
    "        D_scores_on_fake = net_D(fake_batch)\n",
    "            \n",
    "        loss = -torch.mean(torch.log(1-D_scores_on_fake) + torch.log(D_scores_on_real))\n",
    "        optimizer_D.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_D.step()\n",
    "        loss_D += loss.cpu().data.numpy()\n",
    "                    \n",
    "            # improving G\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        fake_batch = net_G(z)\n",
    "        D_scores_on_fake = net_D(fake_batch)\n",
    "            \n",
    "        loss = -torch.mean(torch.log(D_scores_on_fake))\n",
    "        optimizer_G.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_G.step()\n",
    "        loss_G += loss.cpu().data.numpy()\n",
    "           \n",
    "    loss_D_epoch.append(loss_D)\n",
    "    loss_G_epoch.append(loss_G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbaddbe7f70>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_D_epoch)\n",
    "plt.plot(loss_G_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = torch.empty(n_samples,z_dim).normal_().to(device)\n",
    "fake_samples = net_G(z)\n",
    "fake_data = fake_samples.cpu().data.numpy()\n",
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "all_data = np.concatenate((X,fake_data),axis=0)\n",
    "Y2 = np.concatenate((np.ones(n_samples),np.zeros(n_samples)))\n",
    "plot_data(ax, all_data, Y2)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "AWFz3u-IQq3H"
   },
   "source": [
    "We can generate more points:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ARf29UCyQq3I"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = torch.empty(10*n_samples,z_dim).normal_().to(device)\n",
    "fake_samples = net_G(z)\n",
    "fake_data = fake_samples.cpu().data.numpy()\n",
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "all_data = np.concatenate((X,fake_data),axis=0)\n",
    "Y2 = np.concatenate((np.ones(n_samples),np.zeros(10*n_samples)))\n",
    "plot_data(ax, all_data, Y2)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_v3oo0rwQq3L"
   },
   "source": [
    "# Conditional GAN\n",
    "\n",
    "We are now implementing a [conditional GAN](https://arxiv.org/abs/1411.1784).\n",
    "\n",
    "We start by separating the two half moons in two clusters as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-A1NdzdYQq3M"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = make_moons(n_samples=2000, noise=0.05)\n",
    "n_samples = X.shape[0]\n",
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "plot_data(ax, X, Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Yiyjy8sdQq3Q"
   },
   "source": [
    "The task is now given a white or black label to generate points in the corresponding cluster.\n",
    "\n",
    "Both the generator and the discriminator take in addition a one hot encoding of the label. The generator will now generate fake points corresponding to the input label. The discriminator, given a pair of sample and label should detect if this is a fake or a real pair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "P_YhYT5cQq3R"
   },
   "outputs": [],
   "source": [
    "z_dim = 32\n",
    "hidden_dim = 128\n",
    "label_dim = 2\n",
    "\n",
    "\n",
    "class generator(nn.Module):\n",
    "    def __init__(self,z_dim = z_dim, label_dim=label_dim,hidden_dim =hidden_dim):\n",
    "        super(generator,self).__init__()\n",
    "        self.net = nn.Sequential(nn.Linear(z_dim+label_dim,hidden_dim),\n",
    "                     nn.ReLU(), nn.Linear(hidden_dim, 2))\n",
    "        \n",
    "    def forward(self, input, label_onehot):\n",
    "        x = torch.cat([input, label_onehot], 1)\n",
    "        return self.net(x)\n",
    "    \n",
    "class discriminator(nn.Module):\n",
    "    def __init__(self,z_dim = z_dim, label_dim=label_dim,hidden_dim =hidden_dim):\n",
    "        super(discriminator,self).__init__()\n",
    "        self.net =  nn.Sequential(nn.Linear(2+label_dim,hidden_dim),\n",
    "                     nn.ReLU(),\n",
    "                     nn.Linear(hidden_dim,1),\n",
    "                     nn.Sigmoid())\n",
    "        \n",
    "    def forward(self, input, label_onehot):\n",
    "        x = torch.cat([input, label_onehot], 1)\n",
    "        return self.net(x)\n",
    "        \n",
    "\n",
    "net_CG = generator().to(device)\n",
    "net_CD = discriminator().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lkEr5NEUQq3V"
   },
   "source": [
    "You need to code the training loop:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "CdaV-fRBQq3W"
   },
   "outputs": [],
   "source": [
    "batch_size = 50\n",
    "lr = 1e-3\n",
    "nb_epochs = 1000\n",
    "\n",
    "optimizer_CG = torch.optim.Adam(net_CG.parameters(),lr=lr)\n",
    "optimizer_CD = torch.optim.Adam(net_CD.parameters(),lr=lr)\n",
    "loss_D_epoch = []\n",
    "loss_G_epoch = []\n",
    "for e in range(nb_epochs):\n",
    "    rperm = np.random.permutation(X.shape[0]);\n",
    "    np.take(X,rperm,axis=0,out=X);\n",
    "    np.take(Y,rperm,axis=0,out=Y);\n",
    "    real_samples = torch.from_numpy(X).type(torch.FloatTensor)\n",
    "    real_labels = torch.from_numpy(Y).type(torch.LongTensor)\n",
    "    loss_G = 0\n",
    "    loss_D = 0\n",
    "    for real_batch, real_batch_label in zip(real_samples.split(batch_size),real_labels.split(batch_size)):\n",
    "            #improving D\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        #\n",
    "        # your code here\n",
    "        # hint: https://discuss.pytorch.org/t/convert-int-into-one-hot-format/507/4\n",
    "        label = torch.LongTensor(batch_size,1).random_() % label_dim\n",
    "        label_onehot = torch.FloatTensor(batch_size, label_dim).zero_()\n",
    "        label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "        fake_batch = net_CG(z, label_onehot)\n",
    "        D_scores_on_fake = net_CD(fake_batch, label_onehot)\n",
    "        label_onehot = torch.FloatTensor(batch_size, label_dim).zero_()\n",
    "        label_onehot = label_onehot.scatter_(1, real_batch_label.unsqueeze(1), 1).to(device)\n",
    "        D_scores_on_real = net_CD(real_batch.to(device),label_onehot)\n",
    "        #\n",
    "                \n",
    "        loss = -torch.mean(torch.log(1-D_scores_on_fake) + torch.log(D_scores_on_real))\n",
    "        optimizer_CD.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_CD.step()\n",
    "        loss_D += loss.cpu().data.numpy()\n",
    "            \n",
    "            # improving G\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        #\n",
    "        # your code here\n",
    "        label = torch.LongTensor(batch_size,1).random_() % label_dim\n",
    "        label_onehot = torch.FloatTensor(batch_size, label_dim).zero_()\n",
    "        label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "        fake_batch = net_CG(z, label_onehot)\n",
    "        D_scores_on_fake = net_CD(fake_batch, label_onehot)\n",
    "        #\n",
    "                    \n",
    "        loss = -torch.mean(torch.log(D_scores_on_fake))\n",
    "        optimizer_CG.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer_CG.step()\n",
    "        loss_G += loss.cpu().data.numpy()\n",
    "                    \n",
    "    loss_D_epoch.append(loss_D)\n",
    "    loss_G_epoch.append(loss_G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rfePSB-3Qq3Z"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbadc2fa310>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_D_epoch)\n",
    "plt.plot(loss_G_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dRCs9kKBQq3c"
   },
   "outputs": [],
   "source": [
    "z = torch.empty(n_samples,z_dim).normal_().to(device)\n",
    "label = torch.LongTensor(n_samples,1).random_() % label_dim\n",
    "label_onehot = torch.FloatTensor(n_samples, label_dim).zero_()\n",
    "label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "fake_samples = net_CG(z, label_onehot)\n",
    "fake_data = fake_samples.cpu().data.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "eGZLxgwKQq3g"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "plot_data(ax, fake_data, label.squeeze().numpy())\n",
    "plot_data(ax, X, Y, 'spring')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gQST3OM8Qq3m"
   },
   "source": [
    "# Info GAN\n",
    "\n",
    "Here we implement a simplified version of the algorithm presented in the [InfoGAN paper](https://arxiv.org/abs/1606.03657).\n",
    "\n",
    "This time, you do not have access to the labels but you know there are two classes. The idea is then to provide as in the conditional GAN a random label to the generator but in opposition to the conditional GAN, the discriminator cannot take as input the label (since they are not provided to us) but instead the discriminator will predict a label and this prediction can be trained on fake samples only!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4jXzrG6iQq3n"
   },
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "\n",
    "z_dim = 32\n",
    "hidden_dim = 128\n",
    "label_dim = 2\n",
    "\n",
    "\n",
    "class Igenerator(nn.Module):\n",
    "    def __init__(self,z_dim = z_dim, label_dim=label_dim,hidden_dim =hidden_dim):\n",
    "        super(Igenerator,self).__init__()\n",
    "        self.net = nn.Sequential(nn.Linear(z_dim+label_dim,hidden_dim),\n",
    "                     nn.ReLU(), nn.Linear(hidden_dim, 2))\n",
    "        \n",
    "    def forward(self, input, label_onehot):\n",
    "        x = torch.cat([input, label_onehot], 1)\n",
    "        return self.net(x)\n",
    "    \n",
    "class Idiscriminator(nn.Module):\n",
    "    def __init__(self,z_dim = z_dim, label_dim=label_dim,hidden_dim =hidden_dim):\n",
    "        super(Idiscriminator,self).__init__()\n",
    "        self.fc1 = nn.Linear(2,hidden_dim)\n",
    "        self.fc2 = nn.Linear(hidden_dim,1)\n",
    "        self.fc3 = nn.Linear(hidden_dim,1)\n",
    "        \n",
    "    def forward(self, input):\n",
    "        x = F.relu(self.fc1(input))\n",
    "        output = torch.sigmoid(self.fc2(x))\n",
    "        est_label = torch.sigmoid(self.fc3(x)) \n",
    "        return output, est_label\n",
    "        \n",
    "\n",
    "net_IG = Igenerator().to(device)\n",
    "net_ID = Idiscriminator().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8JVfjXb9fxHG"
   },
   "source": [
    "Here, we add `loss_fn` which is the `BCELoss` to be used for the binary classification task of the discriminator on the fake samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3MgxSjDJQq3q"
   },
   "outputs": [],
   "source": [
    "batch_size = 50\n",
    "lr = 1e-3\n",
    "nb_epochs = 1000\n",
    "loss_fn = nn.BCELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Uwo-CxHofxHI"
   },
   "outputs": [],
   "source": [
    "optimizer_IG = torch.optim.Adam(net_IG.parameters(),lr=lr)\n",
    "optimizer_ID = torch.optim.Adam(net_ID.parameters(),lr=lr)\n",
    "loss_D_epoch = []\n",
    "loss_G_epoch = []\n",
    "for e in range(nb_epochs):\n",
    "    \n",
    "    rperm = np.random.permutation(X.shape[0]);\n",
    "    np.take(X,rperm,axis=0,out=X);\n",
    "    #np.take(Y,rperm,axis=0,out=Y);\n",
    "    real_samples = torch.from_numpy(X).type(torch.FloatTensor)\n",
    "    #real_labels = torch.from_numpy(Y).type(torch.LongTensor)\n",
    "    loss_G = 0\n",
    "    loss_D = 0\n",
    "    for real_batch in real_samples.split(batch_size):\n",
    "            #improving D\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        #\n",
    "        # your code here\n",
    "        label = torch.LongTensor(batch_size,1).random_() % label_dim\n",
    "        label_onehot = torch.FloatTensor(batch_size, label_dim).zero_()\n",
    "        label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "        fake_batch = net_IG(z, label_onehot)\n",
    "        D_scores_on_fake, est_label_on_fake = net_ID(fake_batch)\n",
    "        D_scores_on_real, est_label_on_real = net_ID(real_batch.to(device))\n",
    "        lossD = -torch.mean(torch.log(1-D_scores_on_fake) + torch.log(D_scores_on_real))\n",
    "        lossD.add_(loss_fn(est_label_on_fake,label.type(torch.FloatTensor).to(device)))\n",
    "        optimizer_ID.zero_grad()\n",
    "        lossD.backward()\n",
    "        optimizer_ID.step()\n",
    "        loss_D += lossD.cpu().data.numpy()\n",
    "        #\n",
    "        \n",
    "            \n",
    "            # improving G\n",
    "        z = torch.empty(batch_size,z_dim).normal_().to(device)\n",
    "        #\n",
    "        # your code here\n",
    "        label = torch.LongTensor(batch_size,1).random_() % label_dim\n",
    "        label_onehot = torch.FloatTensor(batch_size, label_dim).zero_()\n",
    "        label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "        fake_batch = net_IG(z, label_onehot)\n",
    "        D_scores_on_fake, est_label_on_fake = net_ID(fake_batch)\n",
    "        lossG = -torch.mean(torch.log(D_scores_on_fake))\n",
    "        lossG.add_(loss_fn(est_label_on_fake,label.type(torch.FloatTensor).to(device)))\n",
    "        optimizer_IG.zero_grad()\n",
    "        lossG.backward()\n",
    "        optimizer_IG.step()\n",
    "        loss_G += lossG.cpu().data.numpy()\n",
    "        #\n",
    "               \n",
    "            \n",
    "    loss_D_epoch.append(loss_D)\n",
    "    loss_G_epoch.append(loss_G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xUV6GtxHQq3s"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbadc2631c0>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_D_epoch)\n",
    "plt.plot(loss_G_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Y1N3rpLLQq3v"
   },
   "outputs": [],
   "source": [
    "z = torch.empty(n_samples,z_dim).normal_().to(device)\n",
    "label = torch.LongTensor(n_samples,1).random_() % label_dim\n",
    "label_onehot = torch.FloatTensor(n_samples, label_dim).zero_()\n",
    "label_onehot = label_onehot.scatter_(1, label, 1).to(device)\n",
    "fake_samples = net_IG(z, label_onehot)\n",
    "fake_data = fake_samples.cpu().data.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FvnpdFRffxHO"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, facecolor='#4B6EA9')\n",
    "plot_data(ax, fake_data, label.squeeze().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OzpBnxnGgYYN"
   },
   "source": [
    "Note that sometimes the InfoGAN is not converging to the 'desired' solution:\n",
    "\n",
    "![](https://raw.githubusercontent.com/dataflowr/slides/master/images/module10/IGAN_failed.png)\n",
    "\n",
    "or\n",
    "\n",
    "![](https://raw.githubusercontent.com/dataflowr/slides/master/images/module10/IGAN_failed2.png)"
   ]
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